Maps & Machine Learning: Best Practices For Great Cartography In Data Science
Maps & Machine Learning: Best Practices For Great Cartography In Data Science


Making good maps in data science is hard. Maps are another form of data visualization with its own set of design principles to bring out the story in the data. Data scientists need for maps varies, but a very common use case is to quickly generate a data visualization iteratively to better understand model outputs, spatial variations in the data, and more.

In this mini-tutorial, I will cover best practices for data scientists needing maps -- ideas pulled from cartography and honed over the years working in the intersection of open source GIS and data science. Using open source tools, I will show how to make patterns more apparent, how to build interactive maps so that it is easier to explore data on larger and smaller scales, and some list some cartographic tips and tricks. The goal is that data viz with maps will be made easier so that you can think about your data science problems instead of worrying about visualizing data on a map.


Andy Eschbacher is a senior data scientist at CARTO, where he integrates data science solutions into CARTO's infrastructure, solves spatial data science problems for clients, and builds out tools to better enable people working at the intersection of data science and GIS.

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